NBA Player Bio & Usage Profile

Dataset statistics

Number of variables	15
Number of observations	240
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	66.9 KiB
Average record size in memory	285.2 B

Variable types

NUM	12
CAT	3

Warnings

`POSS` is highly correlated with `MIN`	High correlation
`MIN` is highly correlated with `POSS`	High correlation
`%PFD` is highly correlated with `%FTA`	High correlation
`%FTA` is highly correlated with `%PFD`	High correlation
`%PTS` is highly correlated with `%FGA`	High correlation
`%FGA` is highly correlated with `%PTS`	High correlation
`TEAM` is uniformly distributed	Uniform
`PLAYER` has unique values	Unique
`%3PA` has 3 (1.2%) zeros	Zeros

Reproduction

Analysis started	2022-04-10 17:28:50.086156
Analysis finished	2022-04-10 17:28:59.837435
Duration	9.75 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

PLAYER
Categorical

UNIQUE

Distinct	240
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	2.0 KiB

Bruce Brown	1
Cam Thomas	1
Danny Green	1
Carmelo Anthony	1
Isaiah Stewart	1
Other values (235)	235

Common Values
Overview

Value	Count	Frequency (%)
Bruce Brown	1	0.4%
Cam Thomas	1	0.4%
Danny Green	1	0.4%
Carmelo Anthony	1	0.4%
Isaiah Stewart	1	0.4%
Lauri Markkanen	1	0.4%
Bojan Bogdanovic	1	0.4%
Amir Coffey	1	0.4%
Tyus Jones	1	0.4%
Reggie Jackson	1	0.4%
Corey Kispert	1	0.4%
Jaren Jackson Jr.	1	0.4%
Jrue Holiday	1	0.4%
Miles Bridges	1	0.4%
Domantas Sabonis	1	0.4%
Tim Hardaway Jr.	1	0.4%
Talen Horton-Tucker	1	0.4%
Jae Crowder	1	0.4%
Damion Lee	1	0.4%
Raul Neto	1	0.4%
Gary Payton II	1	0.4%
Cole Anthony	1	0.4%
Oshae Brissett	1	0.4%
Coby White	1	0.4%
Joe Ingles	1	0.4%
Other values (215)	215	89.6%

Frequencies of value counts

Unique

Unique	240 ?
Unique (%)	100.0%

Histogram of lengths of the category

Length

Max length	24
Median length	13
Mean length	13.175
Min length	8

Overview of Unicode Properties

Unique unicode characters	54
Unique unicode categories	5 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
e	287	9.1%
	254	8.0%
a	237	7.5%
r	232	7.3%
n	232	7.3%
o	203	6.4%
i	173	5.5%
l	144	4.6%
s	132	4.2%
t	108	3.4%
u	81	2.6%
d	76	2.4%
y	76	2.4%
J	58	1.8%
c	56	1.8%
m	56	1.8%
h	54	1.7%
B	44	1.4%
M	44	1.4%
D	42	1.3%
k	41	1.3%
A	36	1.1%
g	36	1.1%
C	36	1.1%
v	30	0.9%
Other values (29)	394	12.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2347	74.2%
Uppercase Letter	531	16.8%
Space Separator	254	8.0%
Other Punctuation	23	0.7%
Dash Punctuation	7	0.2%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
J	58	10.9%
B	44	8.3%
M	44	8.3%
D	42	7.9%
A	36	6.8%
C	36	6.8%
G	27	5.1%
R	26	4.9%
T	26	4.9%
H	25	4.7%
K	23	4.3%
P	21	4.0%
L	20	3.8%
S	19	3.6%
W	17	3.2%
I	16	3.0%
N	12	2.3%
V	10	1.9%
O	9	1.7%
E	8	1.5%
F	7	1.3%
Z	3	0.6%
Q	1	0.2%
Y	1	0.2%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
e	287	12.2%
a	237	10.1%
r	232	9.9%
n	232	9.9%
o	203	8.6%
i	173	7.4%
l	144	6.1%
s	132	5.6%
t	108	4.6%
u	81	3.5%
d	76	3.2%
y	76	3.2%
c	56	2.4%
m	56	2.4%
h	54	2.3%
k	41	1.7%
g	36	1.5%
v	30	1.3%
b	30	1.3%
w	17	0.7%
p	12	0.5%
z	12	0.5%
f	9	0.4%
x	8	0.3%
j	4	0.2%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	254	100.0%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	7	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	16	69.6%
'	7	30.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2878	91.0%
Common	284	9.0%

Most frequent Latin characters

Value	Count	Frequency (%)
e	287	10.0%
a	237	8.2%
r	232	8.1%
n	232	8.1%
o	203	7.1%
i	173	6.0%
l	144	5.0%
s	132	4.6%
t	108	3.8%
u	81	2.8%
d	76	2.6%
y	76	2.6%
J	58	2.0%
c	56	1.9%
m	56	1.9%
h	54	1.9%
B	44	1.5%
M	44	1.5%
D	42	1.5%
k	41	1.4%
A	36	1.3%
g	36	1.3%
C	36	1.3%
v	30	1.0%
b	30	1.0%
Other values (25)	334	11.6%

Most frequent Common characters

Value	Count	Frequency (%)
	254	89.4%
.	16	5.6%
-	7	2.5%
'	7	2.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3162	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
e	287	9.1%
	254	8.0%
a	237	7.5%
r	232	7.3%
n	232	7.3%
o	203	6.4%
i	173	5.5%
l	144	4.6%
s	132	4.2%
t	108	3.4%
u	81	2.6%
d	76	2.4%
y	76	2.4%
J	58	1.8%
c	56	1.8%
m	56	1.8%
h	54	1.7%
B	44	1.4%
M	44	1.4%
D	42	1.3%
k	41	1.3%
A	36	1.1%
g	36	1.1%
C	36	1.1%
v	30	0.9%
Other values (29)	394	12.5%

H
Real number (ℝ_≥0)

Distinct	15
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	78.2125
Minimum	72
Maximum	87
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	72
5-th percentile	73
Q1	76
median	78
Q3	80.25
95-th percentile	83
Maximum	87
Range	15
Interquartile range (IQR)	4.25

Descriptive statistics

Standard deviation	3.095524168
Coefficient of variation (CV)	0.03957838156
Kurtosis	-0.5694845756
Mean	78.2125
Median Absolute Deviation (MAD)	2
Skewness	0.1116214457
Sum	18771
Variance	9.582269874
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
77	35	14.6%
79	27	11.2%
76	25	10.4%
78	24	10.0%
80	22	9.2%
81	21	8.8%
75	18	7.5%
83	16	6.7%
82	14	5.8%
73	13	5.4%
74	11	4.6%
84	6	2.5%
72	5	2.1%
85	2	0.8%
87	1	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
72	5	2.1%
73	13	5.4%
74	11	4.6%
75	18	7.5%
76	25	10.4%
77	35	14.6%
78	24	10.0%
79	27	11.2%
80	22	9.2%
81	21	8.8%

Value	Count	Frequency (%)
87	1	0.4%
85	2	0.8%
84	6	2.5%
83	16	6.7%
82	14	5.8%
81	21	8.8%
80	22	9.2%
79	27	11.2%
78	24	10.0%
77	35	14.6%

POS
Categorical

Distinct	5
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Memory size	2.0 KiB

G	98
F	62
G-F	35
F-C	29
C	16

Value	Count	Frequency (%)
G	98	40.8%
F	62	25.8%
G-F	35	14.6%
F-C	29	12.1%
C	16	6.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	1
Mean length	1.533333333
Min length	1

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories	2 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
G	133	36.1%
F	126	34.2%
-	64	17.4%
C	45	12.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	304	82.6%
Dash Punctuation	64	17.4%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
G	133	43.8%
F	126	41.4%
C	45	14.8%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	64	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	304	82.6%
Common	64	17.4%

Most frequent Latin characters

Value	Count	Frequency (%)
G	133	43.8%
F	126	41.4%
C	45	14.8%

Most frequent Common characters

Value	Count	Frequency (%)
-	64	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	368	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
G	133	36.1%
F	126	34.2%
-	64	17.4%
C	45	12.2%

TEAM
Categorical

UNIFORM

Distinct	30
Distinct (%)	12.5%
Missing	0
Missing (%)	0.0%
Memory size	2.0 KiB

MIN	8
MIA	8
OKC	8
PHX	8
WAS	8
Other values (25)	200

Common Values
Overview

Value	Count	Frequency (%)
MIN	8	3.3%
MIA	8	3.3%
OKC	8	3.3%
PHX	8	3.3%
WAS	8	3.3%
CLE	8	3.3%
LAL	8	3.3%
UTA	8	3.3%
BKN	8	3.3%
IND	8	3.3%
CHI	8	3.3%
MEM	8	3.3%
CHA	8	3.3%
ORL	8	3.3%
ATL	8	3.3%
PHI	8	3.3%
BOS	8	3.3%
SAS	8	3.3%
POR	8	3.3%
TOR	8	3.3%
LAC	8	3.3%
DET	8	3.3%
HOU	8	3.3%
SAC	8	3.3%
GSW	8	3.3%
Other values (5)	40	16.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Overview of Unicode Properties

Unique unicode characters	21
Unique unicode categories	1 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
A	80	11.1%
L	64	8.9%
O	56	7.8%
I	48	6.7%
N	48	6.7%
C	48	6.7%
S	48	6.7%
M	40	5.6%
H	40	5.6%
T	32	4.4%
E	32	4.4%
P	32	4.4%
D	32	4.4%
R	24	3.3%
K	24	3.3%
B	16	2.2%
U	16	2.2%
W	16	2.2%
X	8	1.1%
Y	8	1.1%
G	8	1.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	720	100.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
A	80	11.1%
L	64	8.9%
O	56	7.8%
I	48	6.7%
N	48	6.7%
C	48	6.7%
S	48	6.7%
M	40	5.6%
H	40	5.6%
T	32	4.4%
E	32	4.4%
P	32	4.4%
D	32	4.4%
R	24	3.3%
K	24	3.3%
B	16	2.2%
U	16	2.2%
W	16	2.2%
X	8	1.1%
Y	8	1.1%
G	8	1.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	720	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
A	80	11.1%
L	64	8.9%
O	56	7.8%
I	48	6.7%
N	48	6.7%
C	48	6.7%
S	48	6.7%
M	40	5.6%
H	40	5.6%
T	32	4.4%
E	32	4.4%
P	32	4.4%
D	32	4.4%
R	24	3.3%
K	24	3.3%
B	16	2.2%
U	16	2.2%
W	16	2.2%
X	8	1.1%
Y	8	1.1%
G	8	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	720	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
A	80	11.1%
L	64	8.9%
O	56	7.8%
I	48	6.7%
N	48	6.7%
C	48	6.7%
S	48	6.7%
M	40	5.6%
H	40	5.6%
T	32	4.4%
E	32	4.4%
P	32	4.4%
D	32	4.4%
R	24	3.3%
K	24	3.3%
B	16	2.2%
U	16	2.2%
W	16	2.2%
X	8	1.1%
Y	8	1.1%
G	8	1.1%

GP
Real number (ℝ_≥0)

Distinct	43
Distinct (%)	17.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	64.80833333
Minimum	27
Maximum	80
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	27
5-th percentile	44.9
Q1	59.75
median	66
Q3	72
95-th percentile	78
Maximum	80
Range	53
Interquartile range (IQR)	12.25

Descriptive statistics

Standard deviation	9.970077268
Coefficient of variation (CV)	0.1538394332
Kurtosis	0.9480414401
Mean	64.80833333
Median Absolute Deviation (MAD)	6
Skewness	-0.9686777941
Sum	15554
Variance	99.40244073
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
64	14	5.8%
65	13	5.4%
69	13	5.4%
73	11	4.6%
66	11	4.6%
63	10	4.2%
75	10	4.2%
74	10	4.2%
72	10	4.2%
67	10	4.2%
70	9	3.8%
56	9	3.8%
68	8	3.3%
71	8	3.3%
59	6	2.5%
61	6	2.5%
76	6	2.5%
77	6	2.5%
79	6	2.5%
51	5	2.1%
78	5	2.1%
62	5	2.1%
60	5	2.1%
80	4	1.7%
57	4	1.7%
Other values (18)	36	15.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
27	1	0.4%
34	1	0.4%
35	1	0.4%
36	1	0.4%
40	2	0.8%
41	1	0.4%
42	3	1.2%
43	2	0.8%
45	2	0.8%
47	3	1.2%

Value	Count	Frequency (%)
80	4	1.7%
79	6	2.5%
78	5	2.1%
77	6	2.5%
76	6	2.5%
75	10	4.2%
74	10	4.2%
73	11	4.6%
72	10	4.2%
71	8	3.3%

MIN
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	228
Distinct (%)	95.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1802.225
Minimum	924
Maximum	2815
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	924
5-th percentile	1087.95
Q1	1438.25
median	1801
Q3	2130
95-th percentile	2544.2
Maximum	2815
Range	1891
Interquartile range (IQR)	691.75

Descriptive statistics

Standard deviation	446.3004403
Coefficient of variation (CV)	0.2476385803
Kurtosis	-0.83218362
Mean	1802.225
Median Absolute Deviation (MAD)	341
Skewness	0.05853181852
Sum	432534
Variance	199184.0831
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
2298	2	0.8%
1560	2	0.8%
1393	2	0.8%
1223	2	0.8%
1206	2	0.8%
1585	2	0.8%
2081	2	0.8%
1500	2	0.8%
1981	2	0.8%
1409	2	0.8%
1012	2	0.8%
1804	2	0.8%
1910	1	0.4%
1396	1	0.4%
2366	1	0.4%
1860	1	0.4%
1862	1	0.4%
2544	1	0.4%
2379	1	0.4%
1869	1	0.4%
1871	1	0.4%
1361	1	0.4%
1876	1	0.4%
1367	1	0.4%
1369	1	0.4%
Other values (203)	203	84.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
924	1	0.4%
945	1	0.4%
966	1	0.4%
970	1	0.4%
984	1	0.4%
1012	2	0.8%
1050	1	0.4%
1059	1	0.4%
1064	1	0.4%
1074	1	0.4%

Value	Count	Frequency (%)
2815	1	0.4%
2781	1	0.4%
2713	1	0.4%
2705	1	0.4%
2678	1	0.4%
2658	1	0.4%
2618	1	0.4%
2596	1	0.4%
2592	1	0.4%
2582	1	0.4%

POSS
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	233
Distinct (%)	97.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3738.479167
Minimum	1894
Maximum	5892
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	1894
5-th percentile	2275.9
Q1	3002.25
median	3710.5
Q3	4444
95-th percentile	5121.95
Maximum	5892
Range	3998
Interquartile range (IQR)	1441.75

Descriptive statistics

Standard deviation	917.1090058
Coefficient of variation (CV)	0.245316067
Kurtosis	-0.7978706498
Mean	3738.479167
Median Absolute Deviation (MAD)	722.5
Skewness	0.05411490517
Sum	897235
Variance	841088.9284
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
4154	3	1.2%
3842	2	0.8%
4207	2	0.8%
4900	2	0.8%
2617	2	0.8%
2517	2	0.8%
5120	1	0.4%
3946	1	0.4%
3442	1	0.4%
4314	1	0.4%
2918	1	0.4%
2916	1	0.4%
3427	1	0.4%
4447	1	0.4%
4958	1	0.4%
4613	1	0.4%
4443	1	0.4%
4467	1	0.4%
5493	1	0.4%
4468	1	0.4%
3413	1	0.4%
3446	1	0.4%
3447	1	0.4%
3876	1	0.4%
3450	1	0.4%
Other values (208)	208	86.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1894	1	0.4%
1930	1	0.4%
1983	1	0.4%
1998	1	0.4%
2038	1	0.4%
2118	1	0.4%
2128	1	0.4%
2189	1	0.4%
2213	1	0.4%
2231	1	0.4%

Value	Count	Frequency (%)
5892	1	0.4%
5862	1	0.4%
5730	1	0.4%
5667	1	0.4%
5521	1	0.4%
5510	1	0.4%
5493	1	0.4%
5405	1	0.4%
5363	1	0.4%
5187	1	0.4%

%FGA
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	139
Distinct (%)	57.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20.3675
Minimum	9.4
Maximum	34.8
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	9.4
5-th percentile	11.795
Q1	16.2
median	20.05
Q3	23.825
95-th percentile	30.205
Maximum	34.8
Range	25.4
Interquartile range (IQR)	7.625

Descriptive statistics

Standard deviation	5.45992877
Coefficient of variation (CV)	0.2680706405
Kurtosis	-0.3670674756
Mean	20.3675
Median Absolute Deviation (MAD)	3.85
Skewness	0.2989150679
Sum	4888.2
Variance	29.81082218
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
19.9	6	2.5%
16.2	6	2.5%
23.1	5	2.1%
18.4	5	2.1%
18.5	5	2.1%
25	4	1.7%
22.6	4	1.7%
17.6	4	1.7%
13.6	4	1.7%
21.2	4	1.7%
14.9	4	1.7%
15.6	3	1.2%
22.4	3	1.2%
24.9	3	1.2%
20.6	3	1.2%
15.5	3	1.2%
20.8	3	1.2%
23.4	3	1.2%
20.9	3	1.2%
15.7	3	1.2%
17.2	3	1.2%
26.8	3	1.2%
22.5	3	1.2%
19.6	3	1.2%
10.6	3	1.2%
Other values (114)	147	61.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9.4	1	0.4%
9.8	1	0.4%
10.2	1	0.4%
10.3	2	0.8%
10.5	1	0.4%
10.6	3	1.2%
11.2	1	0.4%
11.5	1	0.4%
11.7	1	0.4%
11.8	1	0.4%

Value	Count	Frequency (%)
34.8	1	0.4%
34.4	1	0.4%
33.7	1	0.4%
32.5	1	0.4%
32.2	1	0.4%
32	1	0.4%
31.9	1	0.4%
31.1	1	0.4%
30.9	1	0.4%
30.8	1	0.4%

%3PA
Real number (ℝ_≥0)

ZEROS

Distinct	173
Distinct (%)	72.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20.51708333
Minimum	0
Maximum	41.1
Zeros	3
Zeros (%)	1.2%
Memory size	2.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.49
Q1	14.575
median	21.05
Q3	27.85
95-th percentile	34.715
Maximum	41.1
Range	41.1
Interquartile range (IQR)	13.275

Descriptive statistics

Standard deviation	9.751798452
Coefficient of variation (CV)	0.475301401
Kurtosis	-0.3846892111
Mean	20.51708333
Median Absolute Deviation (MAD)	6.7
Skewness	-0.4144287877
Sum	4924.1
Variance	95.09757305
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0.1	7	2.9%
26.2	5	2.1%
21.2	4	1.7%
0	3	1.2%
17.5	3	1.2%
28	3	1.2%
28.4	3	1.2%
22.9	3	1.2%
20.1	3	1.2%
31.6	3	1.2%
23.8	3	1.2%
22.8	3	1.2%
30	3	1.2%
11.3	3	1.2%
25.7	3	1.2%
21	3	1.2%
31	2	0.8%
21.7	2	0.8%
20	2	0.8%
17.7	2	0.8%
20.3	2	0.8%
17.9	2	0.8%
16.2	2	0.8%
11	2	0.8%
31.2	2	0.8%
Other values (148)	167	69.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	1.2%
0.1	7	2.9%
0.2	1	0.4%
0.3	1	0.4%
0.5	1	0.4%
0.7	1	0.4%
0.8	1	0.4%
0.9	1	0.4%
1.6	1	0.4%
1.7	1	0.4%

Value	Count	Frequency (%)
41.1	1	0.4%
39.8	1	0.4%
39.4	1	0.4%
37.9	1	0.4%
37.5	1	0.4%
37.1	1	0.4%
37	1	0.4%
35.8	1	0.4%
35.4	1	0.4%
35.2	1	0.4%

%FTA
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	173
Distinct (%)	72.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20.2
Minimum	2.2
Maximum	62.8
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	2.2
5-th percentile	6.6
Q1	12.9
median	18.75
Q3	25.025
95-th percentile	40.08
Maximum	62.8
Range	60.6
Interquartile range (IQR)	12.125

Descriptive statistics

Standard deviation	10.52114428
Coefficient of variation (CV)	0.5208487268
Kurtosis	1.395457794
Mean	20.2
Median Absolute Deviation (MAD)	6.2
Skewness	1.022263537
Sum	4848
Variance	110.694477
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
19.3	4	1.7%
16.6	4	1.7%
23.9	4	1.7%
21.5	4	1.7%
17.3	3	1.2%
23	3	1.2%
6.6	3	1.2%
11.9	3	1.2%
23.8	3	1.2%
12.1	3	1.2%
15.1	3	1.2%
21.6	3	1.2%
17.7	2	0.8%
17.9	2	0.8%
10.4	2	0.8%
4.4	2	0.8%
15.3	2	0.8%
26	2	0.8%
20.4	2	0.8%
11.1	2	0.8%
16.5	2	0.8%
12.9	2	0.8%
31.2	2	0.8%
17.6	2	0.8%
6.9	2	0.8%
Other values (148)	174	72.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.2	1	0.4%
3.2	1	0.4%
4.4	2	0.8%
4.8	1	0.4%
5.1	1	0.4%
5.4	1	0.4%
5.6	1	0.4%
5.7	1	0.4%
6	1	0.4%
6.1	1	0.4%

Value	Count	Frequency (%)
62.8	1	0.4%
61.1	1	0.4%
46.7	1	0.4%
46.6	1	0.4%
45.7	1	0.4%
45.5	1	0.4%
45.2	1	0.4%
43.7	1	0.4%
43.5	1	0.4%
42.9	1	0.4%

%REB
Real number (ℝ_≥0)

Distinct	170
Distinct (%)	70.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	19.87333333
Minimum	7.4
Maximum	51.4
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	7.4
5-th percentile	9.395
Q1	13.2
median	16.7
Q3	25.525
95-th percentile	37.42
Maximum	51.4
Range	44
Interquartile range (IQR)	12.325

Descriptive statistics

Standard deviation	8.88693492
Coefficient of variation (CV)	0.4471788789
Kurtosis	0.4094575296
Mean	19.87333333
Median Absolute Deviation (MAD)	4.7
Skewness	1.01795768
Sum	4769.6
Variance	78.97761227
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
13.3	6	2.5%
14.5	5	2.1%
12.7	5	2.1%
12.8	5	2.1%
12.6	5	2.1%
14	4	1.7%
13.9	3	1.2%
13.2	3	1.2%
12.3	3	1.2%
14.4	3	1.2%
15.7	3	1.2%
35.5	2	0.8%
12.4	2	0.8%
21.4	2	0.8%
15.9	2	0.8%
23.4	2	0.8%
10.9	2	0.8%
21.9	2	0.8%
17.7	2	0.8%
7.9	2	0.8%
13.1	2	0.8%
15.2	2	0.8%
17.6	2	0.8%
11.5	2	0.8%
14.8	2	0.8%
Other values (145)	167	69.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7.4	1	0.4%
7.7	1	0.4%
7.9	2	0.8%
8.5	1	0.4%
8.6	1	0.4%
8.9	2	0.8%
9	1	0.4%
9.1	2	0.8%
9.3	1	0.4%
9.4	1	0.4%

Value	Count	Frequency (%)
51.4	1	0.4%
46.3	1	0.4%
44.6	1	0.4%
43.4	1	0.4%
43.3	1	0.4%
41.7	1	0.4%
40	1	0.4%
39.7	1	0.4%
39.3	1	0.4%
38.2	1	0.4%

%AST
Real number (ℝ_≥0)

Distinct	175
Distinct (%)	72.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	19.9825
Minimum	2.9
Maximum	55.5
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	2.9
5-th percentile	7.6
Q1	11.275
median	16.85
Q3	27.85
95-th percentile	40.415
Maximum	55.5
Range	52.6
Interquartile range (IQR)	16.575

Descriptive statistics

Standard deviation	10.90651153
Coefficient of variation (CV)	0.5458031542
Kurtosis	0.2217206478
Mean	19.9825
Median Absolute Deviation (MAD)	6.65
Skewness	0.9189334814
Sum	4795.8
Variance	118.9519937
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
14.8	4	1.7%
9.3	3	1.2%
32.8	3	1.2%
32.3	3	1.2%
9.5	3	1.2%
16.8	3	1.2%
13.7	3	1.2%
11.2	3	1.2%
12	3	1.2%
11.6	3	1.2%
24.1	3	1.2%
10.9	3	1.2%
20.3	3	1.2%
9.2	3	1.2%
10.8	3	1.2%
14.2	3	1.2%
21.4	3	1.2%
20.5	3	1.2%
15.5	2	0.8%
11.9	2	0.8%
7.6	2	0.8%
11.3	2	0.8%
17.8	2	0.8%
12.8	2	0.8%
33.7	2	0.8%
Other values (150)	171	71.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.9	1	0.4%
4.5	1	0.4%
4.7	2	0.8%
6.3	2	0.8%
6.9	1	0.4%
7	1	0.4%
7.1	1	0.4%
7.2	1	0.4%
7.5	1	0.4%
7.6	2	0.8%

Value	Count	Frequency (%)
55.5	1	0.4%
53.3	1	0.4%
52.7	1	0.4%
51.5	1	0.4%
45.3	1	0.4%
44.9	1	0.4%
44.7	1	0.4%
43.5	1	0.4%
43	1	0.4%
41.8	1	0.4%

%BLKA
Real number (ℝ_≥0)

Distinct	155
Distinct (%)	64.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	19.70083333
Minimum	4.7
Maximum	45.5
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	4.7
5-th percentile	8.4
Q1	13.975
median	19.35
Q3	23.925
95-th percentile	34.2
Maximum	45.5
Range	40.8
Interquartile range (IQR)	9.95

Descriptive statistics

Standard deviation	7.731298081
Coefficient of variation (CV)	0.3924350788
Kurtosis	0.220598653
Mean	19.70083333
Median Absolute Deviation (MAD)	5.25
Skewness	0.5673201474
Sum	4728.2
Variance	59.77297001
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
21.9	5	2.1%
14.9	5	2.1%
23.6	5	2.1%
20.1	4	1.7%
10.6	4	1.7%
19.4	4	1.7%
27.4	4	1.7%
24.6	4	1.7%
11.6	3	1.2%
15.4	3	1.2%
19.2	3	1.2%
13.1	3	1.2%
21.8	3	1.2%
13.4	3	1.2%
17	3	1.2%
18.6	3	1.2%
14	3	1.2%
12.5	3	1.2%
13.6	2	0.8%
24	2	0.8%
20.8	2	0.8%
12.8	2	0.8%
21.1	2	0.8%
26.5	2	0.8%
25.4	2	0.8%
Other values (130)	161	67.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4.7	1	0.4%
5.3	1	0.4%
5.6	1	0.4%
5.9	1	0.4%
6.6	1	0.4%
7.1	1	0.4%
7.3	1	0.4%
7.5	2	0.8%
8.2	1	0.4%
8.3	1	0.4%

Value	Count	Frequency (%)
45.5	1	0.4%
42.6	1	0.4%
41.8	1	0.4%
38.3	1	0.4%
37.9	1	0.4%
37.7	1	0.4%
37.1	1	0.4%
36.4	1	0.4%
35.5	2	0.8%
34.9	1	0.4%

%PFD
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	174
Distinct (%)	72.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20.08458333
Minimum	3
Maximum	57.9
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	3
5-th percentile	7.68
Q1	13.275
median	18.5
Q3	25.1
95-th percentile	37.805
Maximum	57.9
Range	54.9
Interquartile range (IQR)	11.825

Descriptive statistics

Standard deviation	9.383278316
Coefficient of variation (CV)	0.4671880995
Kurtosis	1.327252158
Mean	20.08458333
Median Absolute Deviation (MAD)	5.9
Skewness	0.9667719919
Sum	4820.3
Variance	88.04591196
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
15.8	4	1.7%
8.9	4	1.7%
18.5	4	1.7%
11.8	4	1.7%
13.9	3	1.2%
24.4	3	1.2%
16.4	3	1.2%
11.5	3	1.2%
9.8	3	1.2%
28.6	2	0.8%
25.1	2	0.8%
8.7	2	0.8%
16.5	2	0.8%
15	2	0.8%
16.7	2	0.8%
21.2	2	0.8%
18.7	2	0.8%
21.7	2	0.8%
15.9	2	0.8%
32.2	2	0.8%
15.2	2	0.8%
17.9	2	0.8%
24.1	2	0.8%
20.6	2	0.8%
24	2	0.8%
Other values (149)	177	73.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	1	0.4%
4.5	1	0.4%
4.9	1	0.4%
6	1	0.4%
6.3	1	0.4%
6.4	2	0.8%
6.6	1	0.4%
6.7	1	0.4%
7.1	1	0.4%
7.2	1	0.4%

Value	Count	Frequency (%)
57.9	1	0.4%
57.8	1	0.4%
45.9	1	0.4%
41.3	2	0.8%
41.2	1	0.4%
41	1	0.4%
40.2	1	0.4%
39.4	1	0.4%
39.1	1	0.4%
38	1	0.4%

%PTS
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	140
Distinct (%)	58.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20.45166667
Minimum	10.1
Maximum	38.7
Zeros	0
Zeros (%)	0.0%
Memory size	2.0 KiB

Quantile statistics

Minimum	10.1
5-th percentile	11.99
Q1	16.475
median	19.95
Q3	23.7
95-th percentile	31.305
Maximum	38.7
Range	28.6
Interquartile range (IQR)	7.225

Descriptive statistics

Standard deviation	5.573217235
Coefficient of variation (CV)	0.272506751
Kurtosis	0.2609328524
Mean	20.45166667
Median Absolute Deviation (MAD)	3.65
Skewness	0.5719561624
Sum	4908.4
Variance	31.06075035
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
19.6	6	2.5%
19	5	2.1%
19.5	4	1.7%
21.4	4	1.7%
21.3	4	1.7%
16.2	4	1.7%
20.9	4	1.7%
16.6	4	1.7%
22.5	4	1.7%
18.8	3	1.2%
18.6	3	1.2%
19.7	3	1.2%
22.4	3	1.2%
16.1	3	1.2%
12.7	3	1.2%
17.7	3	1.2%
17.9	3	1.2%
20	3	1.2%
23.2	3	1.2%
26.2	3	1.2%
20.2	3	1.2%
13.8	3	1.2%
22.3	3	1.2%
15	3	1.2%
23.9	3	1.2%
Other values (115)	153	63.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10.1	1	0.4%
10.2	1	0.4%
10.5	1	0.4%
10.9	2	0.8%
11	2	0.8%
11.3	1	0.4%
11.4	1	0.4%
11.6	1	0.4%
11.7	1	0.4%
11.8	1	0.4%

Value	Count	Frequency (%)
38.7	1	0.4%
36.4	1	0.4%
35.2	1	0.4%
34.9	1	0.4%
34	1	0.4%
33.3	1	0.4%
33.2	1	0.4%
33.1	1	0.4%
32.8	1	0.4%
31.7	2	0.8%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most frequent Dash Punctuation characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Dash Punctuation characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)